ArticleExperimental hematology & oncology2023
ScRNA-seq revealed an immunosuppression state and tumor microenvironment heterogeneity related to lymph node metastasis in prostate cancer.
Article in Experimental hematology & oncology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 47 papers.
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Who cites it
47 citing papers in PubMed, 53 citations in OpenAlex.
- Spatial proteomic profiling elucidates immune determinants of neoadjuvant chemo-immunotherapy in esophageal squamous cell carcinoma.Oncogene · 2024Trial
- Pelvic lymph node dissection in prostate cancer: current evidence, controversies, and future directions.Annals of medicine · 2026Review
- Single-cell and spatial RNA sequencing in prostate cancer.Nature reviews. Urology · 2026Review
- Machine learning-based prognostic model and single-cell transcriptomic integration for identifying brain metastasis-associated malignant subpopulations and potential therapeutic targets in lung adenocarcinoma.Cancer cell international · 2026Article
- A novel model for assessing lymph node metastasis and the immune microenvironment in breast cancer by integrating digital pathology images and transcriptomics.Discover oncology · 2026Article
- AKAP12-LMOD1 signaling defines stromal CAF activation and epithelial junction loss in colorectal cancer.Scientific reports · 2026Article
- Chemoradiation Reprograms Tumor Cells and the Immune Microenvironment in Cervical Cancer.Cancer research · 2026Article
- Multi-omics evaluation of cell lines as models for metastatic prostate cancer.Communications biology · 2026Article
- MYC promotes the progression of prostate cancer by regulating CD47 to induce an immunosuppressive microenvironment.Cellular and molecular life sciences : CMLS · 2026Article
- Aptamer-Engineered Liposomal Platform Enables in Situ cDC1 Vaccination to Potentiate Immunotherapy in Prostate Cancer.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Developing an interpretable machine learning model via SHAP to predict HCC postoperative survival based on tumor immune microenvironment CODEX immunomics and MRI.Cancer imaging : the official publication of the International Cancer Imaging Society · 2026Article
- Integrating transcriptomics and Mendelian randomisation identifies immune-related genes causally linked to prostate cancer lymph node metastasis.Discover oncology · 2026Article
- Identification and Validation of a Four-Gene Signature as a Novel Potential Diagnostic Biomarker Panel for Endometriosis: Causal and Mechanistic Insights from Mendelian Randomization and Bioinformatics.International journal of women's health · 2026Article
- Single-cell and spatial omics of metabolic-immune ecosystems in prostate cancer: from androgen signaling to therapy resistance.Frontiers in immunology · 2026Review
- Efficacy of neoadjuvant novel hormonal therapy combined with radical prostatectomy for high-risk prostate cancer and analysis of biochemical recurrence-free survival.American journal of translational research · 2026Article
- Single Cell RNA Sequencing in Colorectal Cancer Immunology: Recent Updates, Application, and Emerging Challenges.Current molecular medicine · 2026Review
- Comprehensive molecular characterization of high-stemness gastric cancer cells using single-cell transcriptomics, spatial mapping, and machine learning.NPJ precision oncology · 2025Article
- Unveiling prognostic biomarkers and immunotherapeutic insights in prostate cancer through multi-omics and machine learning.European journal of medical research · 2025Article
- A novel prognostic risk score associated with resistance to docetaxel chemotherapy for predicting biochemical recurrence-free survival in patients with prostate cancer.Discover oncology · 2025Article
- Colorectal Cancer Cells-Derived Exosomal PIK3CA Mutation DNA Promotes Tumor Metastasis by Activating Fibroblast and Affecting Tumor Metastatic Microenvironment.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
Corrections and comments
- Erratum issued
Authors and funding
16 authors at 7 institutions in 1 country.
Funding
Abstract
backgroundMetastasis is a crucial aspect of disease progression leading to death in patients with prostate cancer (PCa). However, its mechanism remains unclear. We aimed to explore the mechanism of lymph node metastasis (LNM) by analyzing the heterogeneity of tumor microenvironment (TME) in PCa using scRNA-seq.
methodsA total of 32,766 cells were obtained from four PCa tissue samples for scRNA-seq, annotated, and grouped. InferCNV, GSVA, DEG functional enrichment analysis, trajectory analysis, intercellular network evaluation, and transcription factor analysis were carried out for each cell subgroup. Furthermore, validation experiments targeting luminal cell subgroups and CXCR4 + fibroblast subgroup were performed.
resultsThe results showed that only EEF2 + and FOLH1 + luminal subgroups were present in LNM, and they appeared at the initial stage of luminal cell differentiation, which were comfirmed by verification experiments. The MYC pathway was enriched in the EEF2 + and FOLH1 + luminal subgroups, and MYC was associated with PCa LNM. Moreover, MYC did not only promote the progression of PCa, but also led to immunosuppression in TME by regulating PDL1 and CD47. The proportion of CD8 + T cells in TME and among NK cells and monocytes was lower in LNM than in the primary lesion, while the opposite was true for Th and Treg cells. Furthermore, these immune cells in TME underwent transcriptional reprogramming, including CD8 + T subgroups of CCR7 + and IL7R+, as well as M2-like monocyte subgroups expressing tumor-associated signature genes, like CCR7, SGKI, and RPL31. Furthermore, STEAP4+, ADGRF5 + and CXCR4+, and SRGNC + fibroblast subgroups were closely related to tumor progression, tumor metabolism, and immunosuppression, indicating their contributions in PCa metastasis. Meanwhile, The presence of CXCR4 + Fibroblasts in PCa was confirmed by polychromatic immunofluorescence.
conclusionsThe significant heterogeneity of luminal, immune, and interstitial cells in PCa LNM may not only directly contribute to tumor progression, but also indirectly result in TME immunosuppression, which may be the cause of metastasis in PCa and in which MYC played an role.
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